Research Tools
Discourse Analysis
Semantic discourse categories assigned by Claude Haiku — 14 DH-informed categories classifying how commenters frame their arguments.
Comments Labeled
44,412
of 487,977 total
Coverage
9.1%
of eligible comments
Categories Active
14
of 14 discourse types
Avg Confidence
0.807
classifier confidence
Model
Claude Haiku
multi-label classification
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Meta-Commentary
3,846 comments
These Canadians speak differently then they do on south park.. ?
These Canadians speak differently then they do on south park.. ?
Observational comment about how Canadians in the video differ from media portrayals.
Meta-Commentary
0.90
@jasongreenhill7855
Mar 4, 2025
I never thought that a Trudeau speech would get 7.5 million views in 12 hours.
I never thought that a Trudeau speech would get 7.5 million views in 12 hours.
Comments on the video's viewership metrics and audience engagement rather than the content itself.
Meta-Commentary
0.90
@hki4464
Mar 4, 2025
I like his speech ?
I like his speech ?
Comment about the video content itself, expressing opinion on the speaker's performance.
Meta-Commentary
0.90
@web3out
Mar 4, 2025
Another banger racist video! Tylers hate for any race but white people has no bounds!
Another banger racist video! Tylers hate for any race but white people has no bounds!
Directly critiques the video creator's alleged bias and racism, commenting on the channel rather than immigration policy.
Meta-Commentary
0.90
hesh2218
Jan 28, 2026
Tyler Oliveira SPIIT8NGTHE HARSHTRUTH
Tyler Oliveira SPIIT8NGTHE HARSHTRUTH
Praises the video creator by name, commenting on the channel's content rather than engaging with immigration policy substantively.
Meta-Commentary
0.90
daquieshakeaundra2854
Jan 28, 2026
FreeCash? For real man? You just lost a subscriber!
FreeCash? For real man? You just lost a subscriber!
Comment about the video content (FreeCash sponsorship) and expressing disapproval of the channel.
Meta-Commentary
0.90
ETgoHome91
Jan 28, 2026
Prime Minister Justin Trudeau ??
Prime Minister Justin Trudeau ??
Brief mention of Trudeau with emoji appears to be commentary on the video subject or other commenters rather than substantive discourse.
Meta-Commentary
0.90
@Brenda-hx8dj
Mar 4, 2025
Factual and well articulated. Makes his opponent dwarfed in every aspect.
Factual and well articulated. Makes his opponent dwarfed in every aspect.
Comment evaluates the video content and speaker's rhetorical effectiveness rather than addressing immigration policy.
Meta-Commentary
0.90
@ajaz3384
Mar 4, 2025
???????????
???????????
Comment consists only of question marks, expressing confusion or reaction to the video itself rather than substantive discourse.
Meta-Commentary
0.90
@dominicanhustlershow5896
Mar 4, 2025
hardest watch yet
hardest watch yet
Brief reaction to the video content itself rather than substantive engagement with immigration topic.
Meta-Commentary
0.90
ujjwalpahwa6211
Jan 28, 2026
CNN gets less views than reruns of Fear Factor WTF ARE THEY LISTED ON PAGE 1 for?!?!?! Garbage fake news and bias beyond belief, it’s not news it’s propaganda
CNN gets less views than reruns of Fear Factor WTF ARE THEY LISTED ON PAGE 1 for?!?!?! Garbage fake news and bias beyond belief, it’s not news it’s propaganda
Comment criticizes media platform algorithms and news source credibility rather than addressing immigration policy directly.
Meta-Commentary
0.90
@jobegerald6996
Mar 4, 2025
President Trump called him governor, so why can't he call him Donald ?
President Trump called him governor, so why can't he call him Donald ?
Questions the appropriateness of Trudeau calling Trump by his first name, referencing Trump's prior disrespectful address of Trudeau.
Meta-Commentary
0.90
@devindersingh5729
Mar 4, 2025
This was very depressing.
This was very depressing.
Brief emotional reaction to the video content itself rather than substantive engagement with immigration discourse.
Meta-Commentary
0.90
TheSecondPremise
Jan 27, 2026
Well stated!
Well stated!
Brief affirmation of the speech without substantive policy engagement.
Meta-Commentary
0.90
@sherrybarfield8446
Mar 4, 2025
Resigned Prime Minister!??
Resigned Prime Minister!??
Brief reaction to the video content itself, questioning the premise about a resigned Prime Minister.
Meta-Commentary
0.90
@subhashcn1410
Mar 4, 2025
I love how they title these videos about other leaders like Trump gives a f*ck what they think.
I love how they title these videos about other leaders like Trump gives a f*ck what they think.
Critiques the video's framing and relevance, commenting on the video format and its relationship to Trump's attention.
Meta-Commentary
0.90
@justinisaacs9617
Mar 4, 2025
Need asmongold s reaction to this
Need asmongold s reaction to this
Comment requesting a specific YouTuber's reaction to the video content, focused on the video itself rather than immigration.
Meta-Commentary
0.90
Drewjobintyre-h2b
Jan 28, 2026
10:47 “depends on every person bro” … this guy gets it
10:47 “depends on every person bro” … this guy gets it
Reference to video timestamp with approval of a statement made by an interviewee.
Meta-Commentary
0.90
sfdsf-g5i
Jan 27, 2026
All these fakes comments supporting Canada lmao
All these fakes comments supporting Canada lmao
Comments on the authenticity of other comments in the thread rather than engaging with the video topic.
Meta-Commentary
0.90
@danielkim9587
Mar 4, 2025
Dude! Did someone unalive you? Where you at?
Dude! Did someone unalive you? Where you at?
Comment directed at another commenter or the video creator, asking about their whereabouts or status, unrelated to immigration topic.
Meta-Commentary
0.90
tylerfritz5312
Feb 23, 2026
Compare Videos
Select 2–4 videos to compare their discourse profiles side by side (% of labeled comments).
Discourse Taxonomy
Category Distribution
Primary discourse type assigned to each comment
Classifier Confidence
Distribution of confidence scores across all labeled comments
Discourse Over Time
Top 6 discourse types by month — how framing evolves over time
Category Co-occurrence
Which discourse types most frequently appear together on the same comment
Top Channels by Discourse Type
Identity Assertion
CNN
2,313
Tyler Oliveira
1,991
RocaNews
467
JamCan
274
Yoke Immigration Canada
89
Solidarity
CNN
4,297
Tyler Oliveira
400
RocaNews
75
JamCan
36
CTV Your Morning
32
Policy Critique
CNN
3,445
Tyler Oliveira
551
Toronto Sun
340
CTV News
268
RocaNews
235
Humor / Satire
CNN
2,078
Tyler Oliveira
1,667
RocaNews
241
Global News
89
CTV News
68
Fear / Threat
Tyler Oliveira
1,549
CNN
1,332
RocaNews
321
JamCan
204
Toronto Sun
118
Meta-Commentary
Tyler Oliveira
1,702
CNN
1,478
RocaNews
168
CTV News
81
JamCan
77
Unverified Claim
CNN
1,480
Tyler Oliveira
820
RocaNews
203
Yoke Immigration Canada
203
JamCan
152
Moral Argument
CNN
1,733
Tyler Oliveira
704
RocaNews
205
JamCan
73
CTV Your Morning
23
Classified by Claude Haiku (Anthropic)
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14-category DH taxonomy
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Discourse Quality (Perspective API)